{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PNG\n",
      "(128, 128)\n",
      "RGBA\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=128x128 at 0x7FFCDC0CE550>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# load and show an image with Pillow\n",
    "from PIL import Image\n",
    "# Open the image form working directory\n",
    "image = Image.open('slim.png')\n",
    "# summarize some details about the image\n",
    "print(image.format)\n",
    "print(image.size)\n",
    "print(image.mode)\n",
    "# show the image\n",
    "image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import image\n",
    "icon = image.imread('draw.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7ffcc0305da0>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(icon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7ffcc0fe5588>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(icon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "noise = np.random.uniform(0, 1, [128, 128])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7ffcc04e3780>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(icon[:, :, 3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7ffcc03ebc50>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(icon[: , :, 3] + noise)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = plt.imshow(icon[: , :, 3] + noise)\n",
    "plt.axis('off')\n",
    "plt.savefig(\"slim.png\", bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
